{"id":"W7118121008","doi":"10.18103/mra.v13i12.7143","title":"Preparedness for Future Pandemics Using a Highly Effective Recombinant Vesicular Stomatitis Virus-Based Vaccine Platform Technology: Strategies for Developing Superior Vaccines","year":2025,"lang":"","type":"article","venue":"Medical Research Archives","topic":"Virology and Viral Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Vesicular stomatitis virus; Glycoprotein; Signal peptide; Recombinant DNA; Viral envelope; Rhabdoviridae; Vector (molecular biology); Virus; Mutant","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008417247,0.0005595861,0.0004094927,0.000359419,0.0002369477,0.0007544991,0.0004345452,0.0009352579,0.002538042],"category_scores_gemma":[0.0003593879,0.0002800358,0.0003999915,0.0001209842,0.000393533,0.001047545,0.0006578775,0.001153839,0.0006755898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005158064,"about_ca_system_score_gemma":0.0008482562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004471562,"about_ca_topic_score_gemma":0.0005849741,"domain_scores_codex":[0.9998087,0.00003718325,0.00001358561,0.0000386726,0.00005679774,0.00004502912],"domain_scores_gemma":[0.9998957,0.00001390806,0.00002808868,0.00001446687,0.00002238417,0.00002542608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001242872,0.0001834017,0.001043692,0.0003768086,0.000032892,0.000167945,0.0001049817,0.00424224,0.9320152,0.01034824,0.001276534,0.05008366],"study_design_scores_gemma":[0.0004699975,0.006120501,0.004912362,0.0003906112,0.000211416,0.001149335,0.0006277289,0.0338961,0.7945041,0.01703732,0.1405569,0.0001236263],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6798863,0.02463288,0.2646785,0.008343501,0.001385609,0.001037028,0.0005611437,0.0009474191,0.01852771],"genre_scores_gemma":[0.7560567,0.02014302,0.2112319,0.001653979,0.0002597791,0.000521938,0.001086166,0.00008358541,0.008962953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002538042,"threshold_uncertainty_score":0.008490622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03741099760709919,"score_gpt":0.4047663577413659,"score_spread":0.3673553601342667,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}